LangChain CloneAI for Agents + Agent Hub agent_hub_query_memory
How to: LangChain CloneAI for Agents + Agent Hub agent_hub_query_memory
Add CloneAI for Agents + Agent Hub to LangChain
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01
Open pip install langchain-mcp-adapters and merge this in. Keep any servers already there.
from langchain_mcp_adapters.client import MultiServerMCPClient
client = MultiServerMCPClient({
"agent-hub": {
"transport": "streamable_http",
"url": "https://ai.cloneai.jp/mcp",
}
})
tools = await client.get_tools()
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02
Save the file and restart LangChain.
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03
Ask for something agent_hub_query_memory does. LangChain lists the server's tools on connect and calls agent_hub_query_memory itself — you do not invoke it by name.
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04
If nothing happens, check the server is running and that CloneAI for Agents + Agent Hub's identifier in your config matches the one above exactly.
get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs
Set these first
CloneAI for Agents + Agent Hub will not start until these are set, so agent_hub_query_memory never becomes available.
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CLONEAI_API_KEY
Same tool, other clients
This list was read from the server itself, by connecting to it and calling tools/list on 8 November 2026. It is what
the server actually exposes, not what its listing claims.
Mutating and Read-only are read off each tool's name, not its schema — a hint, not a guarantee. The registry stores tool names only; connect the server for its live schemas.